{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#%% Prepare the Functions\n",
    "exec(open('Step_1_LocalProjection.py').read())\n",
    "import Graphics as MyGR\n",
    "from MonetaryShockRegression import LP_Info, LP_Reg, RR_Info, RR_Reg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#%% Prepare the Data\r\n",
    "DS_MS = pickle.load(open('Temp/MS.py','rb'))\r\n",
    "DS_MS['MS_CA'] = -DS_MS['MS_CA']\r\n",
    "DS_MS['MS_US'] = -DS_MS['MS_US']\r\n",
    "DS_AggVar = pickle.load(open('Temp/DS_Agg.py','rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add the UIP and Relative Price Variables\r\n",
    "DS_AggVar['DevUIP_CA'] = DS_AggVar['NominalRate_CA']-DS_AggVar['NominalRate_US']-DS_AggVar['Depreciation_CA'].shift(-1)\r\n",
    "DS_AggVar['Diff_DevUIP_CA'] = DS_AggVar['DevUIP_CA'].diff()\r\n",
    "DS_AggVar['Diff_RelPrice_CA'] = DS_AggVar['Inflation_CA']-DS_AggVar['Depreciation_CA']\r\n",
    "DS_AggVar['RelPrice_CA'] = DS_AggVar['Diff_RelPrice_CA'].cumsum()/4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "DS_Reg = DS_MS.join(DS_AggVar,how='outer').sort_index().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The first-order auto-correlation is  0.81\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Lag', ylabel='Autocorrelation'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Temp = DS_AggVar.loc[(DS_AggVar.index>datetime.datetime(1980,1,1)) & (DS_AggVar.index<datetime.datetime(2008,1,1)),'NominalRate_US']\n",
    "Temp_cycle, Temp_trend = SMAPI.tsa.filters.hpfilter(Temp)\n",
    "print('The first-order auto-correlation is ',np.round(Temp_cycle.autocorr(1),2))\n",
    "pd.plotting.autocorrelation_plot(Temp_cycle)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['GDP_CA', 'Diff_GDP_CA', 'Consumption_CA', 'Diff_Consumption_CA',\n",
       "       'Export_CA', 'Diff_Export_CA', 'Import_CA', 'Diff_Import_CA',\n",
       "       'NetExportIndex_CA', 'Diff_NetExportIndex_CA', 'NominalRate_CA',\n",
       "       'Diff_NominalRate_CA', 'Inflation_CA', 'Diff_Inflation_CA', 'CPI_CA',\n",
       "       'Diff_CPI_CA', 'LaborIncome_CA', 'Diff_LaborIncome_CA',\n",
       "       'Depreciation_CA', 'Diff_Depreciation_CA', 'ExchangeRate_CA',\n",
       "       'Diff_ExchangeRate_CA', 'CommodityPrice_CA', 'Diff_CommodityPrice_CA',\n",
       "       'HhAsset_Domestic_CA', 'HhAsset_Foreign_CA', 'HhAsset_DomShare_CA',\n",
       "       'Diff_HhAsset_Domestic_CA', 'Diff_HhAsset_Foreign_CA',\n",
       "       'Diff_HhAsset_DomShare_CA', 'N_CA', 'T_CA', 'Diff_N_CA', 'Diff_T_CA',\n",
       "       'GDP_US', 'Diff_GDP_US', 'Consumption_US', 'Diff_Consumption_US',\n",
       "       'NominalRate_US', 'Diff_NominalRate_US', 'Inflation_US',\n",
       "       'Diff_Inflation_US', 'CPI_US', 'Diff_CPI_US', 'DevUIP_CA',\n",
       "       'Diff_DevUIP_CA', 'Diff_RelPrice_CA', 'RelPrice_CA'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS_AggVar.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GDP_CA                      49.569941\n",
       "Diff_GDP_CA                  0.864081\n",
       "Consumption_CA              51.814838\n",
       "Diff_Consumption_CA          0.811439\n",
       "Export_CA                   81.686903\n",
       "Diff_Export_CA               2.734327\n",
       "Import_CA                   87.015741\n",
       "Diff_Import_CA               2.853809\n",
       "NetExportIndex_CA            2.904944\n",
       "Diff_NetExportIndex_CA       0.555993\n",
       "NominalRate_CA               3.977385\n",
       "Diff_NominalRate_CA          0.868820\n",
       "Inflation_CA                 3.428103\n",
       "Diff_Inflation_CA            2.864606\n",
       "CPI_CA                      74.013452\n",
       "Diff_CPI_CA                  0.857026\n",
       "LaborIncome_CA              49.616976\n",
       "Diff_LaborIncome_CA          0.949240\n",
       "Depreciation_CA              0.584840\n",
       "Diff_Depreciation_CA         0.795917\n",
       "ExchangeRate_CA              0.527133\n",
       "Diff_ExchangeRate_CA         0.146210\n",
       "CommodityPrice_CA           28.986038\n",
       "Diff_CommodityPrice_CA       7.138892\n",
       "HhAsset_Domestic_CA         37.977805\n",
       "HhAsset_Foreign_CA          91.796910\n",
       "HhAsset_DomShare_CA          1.822025\n",
       "Diff_HhAsset_Domestic_CA     1.212040\n",
       "Diff_HhAsset_Foreign_CA     12.077376\n",
       "Diff_HhAsset_DomShare_CA     0.259632\n",
       "N_CA                        16.655081\n",
       "T_CA                        13.095028\n",
       "Diff_N_CA                    1.703429\n",
       "Diff_T_CA                    1.782315\n",
       "GDP_US                      67.149740\n",
       "Diff_GDP_US                  1.165856\n",
       "Consumption_US              10.760356\n",
       "Diff_Consumption_US          1.619873\n",
       "NominalRate_US               3.136024\n",
       "Diff_NominalRate_US          0.606945\n",
       "Inflation_US                 0.755862\n",
       "Diff_Inflation_US            0.540220\n",
       "CPI_US                      72.741914\n",
       "Diff_CPI_US                  0.755862\n",
       "DevUIP_CA                    1.644857\n",
       "Diff_DevUIP_CA               1.096229\n",
       "Diff_RelPrice_CA             3.699133\n",
       "RelPrice_CA                 52.755191\n",
       "dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DS_AggVar.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Reg_LP(DS,DepVar,ShockVar,SharedControlVarList,SamplePeriod):\r\n",
    "    LP = LP_Info(DepVar,ShockVar=ShockVar,ControlVarList=['Diff_'+DepVar]+SharedControlVarList,SamplePeriod=SamplePeriod,ConfIntAlpha=1-0.68)\r\n",
    "    Result = LP_Reg(DS,LP)\r\n",
    "\r\n",
    "    return Result\r\n",
    "\r\n",
    "def Reg_RR(DS,DepVar,ShockVar,SharedControlVarList,SamplePeriod):\r\n",
    "    RR = RR_Info('Diff_'+DepVar,ShockVar=ShockVar,NonLagControlVarList=SharedControlVarList,IRFType='Accumulated',SamplePeriod=SamplePeriod)\r\n",
    "    Result = RR_Reg(DS,RR)\r\n",
    "\r\n",
    "    return Result\r\n",
    "    \r\n",
    "IRF_Info_LP = MyGR.IRF('Coef',Area_Flag='Std',Area_Param=['Std',1],Line=MyGR.Line(Color='blue',Style='solid'),Area_Info=MyGR.Area(Color='blue'))\r\n",
    "IRF_Info_RR = MyGR.IRF('Coef',Area_Flag='Std',Area_Param=['Std',1],Line=MyGR.Line(Color='red',Style='dashed'),Area_Info=MyGR.Area(Color='red'))\r\n",
    "\r\n",
    "IRF_Info_CI = MyGR.IRF('Coef',Area_Flag='CI',Area_Param=['CI_Left','CI_Right'],Line=MyGR.Line(Color='blue',Style='solid'),Area_Info=MyGR.Area(Color='blue'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Domestic Monetary Shocks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Aggregate Quantities and Prices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "DepVarDict = {'NominalRate': 'Nominal Rate','CPI': 'CPI','Inflation': 'Inflation', \\\r\n",
    "              'Consumption': 'Consumption','N': 'Output: Non-tradable', 'T': 'Output: Tradable', \\\r\n",
    "              'NetExportIndex': 'Net Export', 'Export': 'Export','Import': 'Import', \\\r\n",
    "              'ExchangeRate': 'Exchange Rate','Depreciation': 'Depreciation','GDP': 'Output: Aggregate', \\\r\n",
    "              'DevUIP': 'UIP Deviation', 'RelPrice': 'Relative Price'}\r\n",
    "SamplePeriod = [datetime.datetime(1980,1,1),datetime.datetime(2008,1,1)]\r\n",
    "SharedControlVarList = ['Diff_CommodityPrice_CA']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def TempFun(vv):\n",
    "    return Reg_LP(DS_Reg,vv+'_CA','MS_CA',SharedControlVarList,SamplePeriod)\n",
    "\n",
    "IRF_LP = {vv: TempFun(vv) for vv in DepVarDict.keys()}\n",
    "\n",
    "def TempFun(vv):\n",
    "    return Reg_RR(DS_Reg,vv+'_CA','MS_CA',SharedControlVarList,SamplePeriod)\n",
    "\n",
    "IRF_RR = {vv: TempFun(vv) for vv in DepVarDict.keys()}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1650x2062.5 with 14 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N_Row = 5\r\n",
    "N_Col = 3\r\n",
    "\r\n",
    "Fig = MyGR.Setup_Fig(FigSize=(1/3*N_Col,1/4*N_Row))\r\n",
    "for ii, vv in enumerate(DepVarDict.keys()):\r\n",
    "    ax = Fig.add_subplot(N_Row,N_Col,ii+1)\r\n",
    "    ax = MyGR.Plot_IRF(IRF_LP[vv],IRF_Info_CI,Symmetry=True)\r\n",
    "    # ax = MyGR.Plot_IRF(IRF_RR[vv],IRF_Info_RR,Symmetry=True)\r\n",
    "    plt.title(DepVarDict[vv],fontsize=8)\r\n",
    "\r\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 550x412.5 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 550x412.5 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 550x412.5 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 550x412.5 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "OutVarList = ['Consumption', 'NominalRate', 'DevUIP', 'RelPrice']\r\n",
    "N_Row = 2\r\n",
    "N_Col = 2\r\n",
    "FigSize = (1/3,1/4)\r\n",
    "FontSize_1 = 6\r\n",
    "FontSize_2 = 4\r\n",
    "\r\n",
    "# TempIRFInfo = MyGR.IRF('Coef',Area_Flag='Std',Area_Param=['Std',1], \\\r\n",
    "#                         Line=MyGR.Line(Color=MyGR.MyColor('Black'),Style='solid'), \\\r\n",
    "#                         Area_Info=MyGR.Area(Color=MyGR.MyColor('Gray',ColorDepth=0.3),Alpha=None))\r\n",
    "\r\n",
    "TempIRFInfo = MyGR.IRF('Coef',Area_Flag='CI',Area_Param=['CI_Left','CI_Right'], \\\r\n",
    "                        Line=MyGR.Line(Color=MyGR.MyColor('Black'),Style='solid'), \\\r\n",
    "                        Area_Info=MyGR.Area(Color=MyGR.MyColor('Gray',ColorDepth=0.3),Alpha=None))\r\n",
    "for ii, vv in enumerate(OutVarList):\r\n",
    "    Fig = MyGR.Setup_Fig(FigSize=FigSize)\r\n",
    "    ax = Fig.add_subplot(1,1,1)\r\n",
    "    ax = MyGR.Plot_IRF(IRF_LP[vv],TempIRFInfo,Symmetry=True)\r\n",
    "    plt.xlabel('Quarter',fontsize=FontSize_1)\r\n",
    "    # plt.title(DepVarDict[vv],fontsize=FontSize_1)\r\n",
    "    ax.tick_params(labelsize=FontSize_1)\r\n",
    "\r\n",
    "    plt.tight_layout()\r\n",
    "    plt.savefig('TableGraph/IRF_'+vv+'.eps', format='eps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Coef</th>\n",
       "      <th>Std</th>\n",
       "      <th>Tvalue</th>\n",
       "      <th>CI_Left</th>\n",
       "      <th>CI_Right</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.029707</td>\n",
       "      <td>0.089630</td>\n",
       "      <td>-0.331439</td>\n",
       "      <td>-0.119329</td>\n",
       "      <td>0.059916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.132147</td>\n",
       "      <td>0.145935</td>\n",
       "      <td>-0.905524</td>\n",
       "      <td>-0.278071</td>\n",
       "      <td>0.013776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.098050</td>\n",
       "      <td>0.200215</td>\n",
       "      <td>-0.489724</td>\n",
       "      <td>-0.298250</td>\n",
       "      <td>0.102149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.149756</td>\n",
       "      <td>0.268621</td>\n",
       "      <td>-0.557499</td>\n",
       "      <td>-0.418356</td>\n",
       "      <td>0.118844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.229201</td>\n",
       "      <td>0.325360</td>\n",
       "      <td>-0.704455</td>\n",
       "      <td>-0.554535</td>\n",
       "      <td>0.096133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.208222</td>\n",
       "      <td>0.378544</td>\n",
       "      <td>-0.550061</td>\n",
       "      <td>-0.586736</td>\n",
       "      <td>0.170292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.280595</td>\n",
       "      <td>0.433277</td>\n",
       "      <td>-0.647613</td>\n",
       "      <td>-0.713838</td>\n",
       "      <td>0.152647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.272109</td>\n",
       "      <td>0.492579</td>\n",
       "      <td>-0.552418</td>\n",
       "      <td>-0.764650</td>\n",
       "      <td>0.220431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.230475</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>-0.422972</td>\n",
       "      <td>-0.775326</td>\n",
       "      <td>0.314376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-0.200322</td>\n",
       "      <td>0.589568</td>\n",
       "      <td>-0.339778</td>\n",
       "      <td>-0.789844</td>\n",
       "      <td>0.389200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-0.189455</td>\n",
       "      <td>0.628594</td>\n",
       "      <td>-0.301394</td>\n",
       "      <td>-0.818000</td>\n",
       "      <td>0.439090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-0.076712</td>\n",
       "      <td>0.666297</td>\n",
       "      <td>-0.115132</td>\n",
       "      <td>-0.742957</td>\n",
       "      <td>0.589532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.042074</td>\n",
       "      <td>0.693799</td>\n",
       "      <td>0.060642</td>\n",
       "      <td>-0.651671</td>\n",
       "      <td>0.735818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.151183</td>\n",
       "      <td>0.716331</td>\n",
       "      <td>0.211053</td>\n",
       "      <td>-0.565091</td>\n",
       "      <td>0.867458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.201566</td>\n",
       "      <td>0.744129</td>\n",
       "      <td>0.270875</td>\n",
       "      <td>-0.542505</td>\n",
       "      <td>0.945637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.265846</td>\n",
       "      <td>0.766814</td>\n",
       "      <td>0.346688</td>\n",
       "      <td>-0.500909</td>\n",
       "      <td>1.032600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.365507</td>\n",
       "      <td>0.783308</td>\n",
       "      <td>0.466620</td>\n",
       "      <td>-0.417740</td>\n",
       "      <td>1.148754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.396193</td>\n",
       "      <td>0.808906</td>\n",
       "      <td>0.489789</td>\n",
       "      <td>-0.412649</td>\n",
       "      <td>1.205035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.318369</td>\n",
       "      <td>0.834029</td>\n",
       "      <td>0.381724</td>\n",
       "      <td>-0.515595</td>\n",
       "      <td>1.152333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.180903</td>\n",
       "      <td>0.858042</td>\n",
       "      <td>0.210833</td>\n",
       "      <td>-0.677071</td>\n",
       "      <td>1.038878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.174328</td>\n",
       "      <td>0.878825</td>\n",
       "      <td>0.198365</td>\n",
       "      <td>-0.704428</td>\n",
       "      <td>1.053084</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Coef       Std    Tvalue   CI_Left  CI_Right\n",
       "0  -0.029707  0.089630 -0.331439 -0.119329  0.059916\n",
       "1  -0.132147  0.145935 -0.905524 -0.278071  0.013776\n",
       "2  -0.098050  0.200215 -0.489724 -0.298250  0.102149\n",
       "3  -0.149756  0.268621 -0.557499 -0.418356  0.118844\n",
       "4  -0.229201  0.325360 -0.704455 -0.554535  0.096133\n",
       "5  -0.208222  0.378544 -0.550061 -0.586736  0.170292\n",
       "6  -0.280595  0.433277 -0.647613 -0.713838  0.152647\n",
       "7  -0.272109  0.492579 -0.552418 -0.764650  0.220431\n",
       "8  -0.230475  0.544894 -0.422972 -0.775326  0.314376\n",
       "9  -0.200322  0.589568 -0.339778 -0.789844  0.389200\n",
       "10 -0.189455  0.628594 -0.301394 -0.818000  0.439090\n",
       "11 -0.076712  0.666297 -0.115132 -0.742957  0.589532\n",
       "12  0.042074  0.693799  0.060642 -0.651671  0.735818\n",
       "13  0.151183  0.716331  0.211053 -0.565091  0.867458\n",
       "14  0.201566  0.744129  0.270875 -0.542505  0.945637\n",
       "15  0.265846  0.766814  0.346688 -0.500909  1.032600\n",
       "16  0.365507  0.783308  0.466620 -0.417740  1.148754\n",
       "17  0.396193  0.808906  0.489789 -0.412649  1.205035\n",
       "18  0.318369  0.834029  0.381724 -0.515595  1.152333\n",
       "19  0.180903  0.858042  0.210833 -0.677071  1.038878\n",
       "20  0.174328  0.878825  0.198365 -0.704428  1.053084"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vv = 'RelPrice'\r\n",
    "# pd.concat([IRF_LP[vv]['Coef']-IRF_LP[vv]['Std'],IRF_LP[vv]['Coef']+IRF_LP[vv]['Std']],axis=1)\r\n",
    "IRF_LP[vv]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Deviation of UIP and Relative Price: Based on the IRF of Inflation, Exchange Rate, and Nominal Rate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The response of UIP deviation is $ i_{t}-\\mathbb{E}_{t}[d\\mathcal E_{t+1}] $, the responses of relative price is $ \\pi_{t}-d\\mathcal{E}_{t}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Deviation of UIP: i_{t} - E[dE_{t+1}]\n",
    "Irf_UIP = pd.Series(IRF_LP['NominalRate']['Coef']-IRF_LP['ExchangeRate']['Coef'].diff().shift(-1)*4)\n",
    "# Deviation of Relative Price: pi_{t}-dE_{t}\n",
    "Irf_RelativePrice = pd.Series(IRF_LP['CPI']['Coef'].diff()*4-IRF_LP['ExchangeRate']['Coef'].diff()*4)\n",
    "\n",
    "TempIrf = pd.concat([Irf_UIP,Irf_RelativePrice],axis=1,keys=['UIP','RelativePrice'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "N_Col = 2\n",
    "N_Row = 1\n",
    "DepVarDict = {'UIP': 'Deviation of UIP', 'RelativePrice': 'Deviation of Relative Price'}\n",
    "Fig = MyGR.Setup_Fig(FigSize=(1/3*N_Col,1/4*N_Row))\n",
    "for ii, vv in enumerate(DepVarDict.keys()):\n",
    "    ax = Fig.add_subplot(N_Row,N_Col,ii+1)\n",
    "    ax = MyGR.Plot_IRF(TempIrf,MyGR.IRF(vv),ax=ax,Symmetry=True)\n",
    "    plt.title(DepVarDict[vv],fontsize=8)\n",
    "\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "N_Col = 2\n",
    "N_Row = 1\n",
    "DepVarDict = {'UIP': 'Accumulated Deviation of UIP', 'RelativePrice': 'Accumulated Deviation of Relative Price'}\n",
    "\n",
    "Fig = MyGR.Setup_Fig(FigSize=(1/3*N_Col,1/4*N_Row))\n",
    "for ii, vv in enumerate(DepVarDict.keys()):\n",
    "    ax = Fig.add_subplot(N_Row,N_Col,ii+1)\n",
    "    ax = MyGR.Plot_IRF(TempIrf.cumsum(),MyGR.IRF(vv),ax=ax,Symmetry=True)\n",
    "    plt.title(DepVarDict[vv],fontsize=8)\n",
    "\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Deviation of UIP and Relative Prices: Directly from Local Projection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "DepVarDict = {'DevUIP': 'Deviation of UIP','RelPrice': 'Relative Price'}\n",
    "SamplePeriod = [datetime.datetime(1975,1,1),datetime.datetime(2008,1,1)]\n",
    "SharedControlVarList = ['Diff_CommodityPrice_CA']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def TempFun(vv):\n",
    "    return Reg_LP(DS_Reg,vv+'_CA','MS_CA',SharedControlVarList,SamplePeriod)\n",
    "\n",
    "IRF_LP = {vv: TempFun(vv) for vv in DepVarDict.keys()}\n",
    "\n",
    "def TempFun(vv):\n",
    "    return Reg_RR(DS_Reg,vv+'_CA','MS_CA',SharedControlVarList,SamplePeriod)\n",
    "\n",
    "IRF_RR = {vv: TempFun(vv) for vv in DepVarDict.keys()}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.round(pd.concat(IRF_LP.values(),axis=1,keys=IRF_LP.keys()),2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "N_Row = 1\n",
    "N_Col = 2\n",
    "\n",
    "Fig = MyGR.Setup_Fig(FigSize=(1/3*N_Col,1/4*N_Row))\n",
    "for ii, vv in enumerate(DepVarDict.keys()):\n",
    "    ax = Fig.add_subplot(N_Row,N_Col,ii+1)\n",
    "    ax = MyGR.Plot_IRF(IRF_LP[vv],IRF_Info_CI,Symmetry=True)\n",
    "    # ax = MyGR.Plot_IRF(IRF_RR[vv],IRF_Info_RR,Symmetry=True)\n",
    "    plt.title(DepVarDict[vv],fontsize=8)\n",
    "\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Portfolio Choices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "DS_Reg['HhAsset_DomShare_CA'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "DepVarDict = {'HhAsset_Domestic': 'HH Asset: Domestic','HhAsset_Foreign': 'HH Asset: Foreign','HhAsset_DomShare': 'HH Asset: Domestic Share'}\n",
    "SamplePeriod = [datetime.datetime(1990,1,1),datetime.datetime(2015,1,1)]\n",
    "SharedControlVarList = ['Diff_CommodityPrice_CA','ExchangeRate_CA','NominalRate_CA','NominalRate_US']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def TempFun(vv):\n",
    "    return Reg_LP(DS_Reg,vv+'_CA','MS_CA',SharedControlVarList,SamplePeriod)\n",
    "\n",
    "IRF_LP = {vv: TempFun(vv) for vv in DepVarDict.keys()}\n",
    "\n",
    "def TempFun(vv):\n",
    "    return Reg_RR(DS_Reg,vv+'_CA','MS_CA',SharedControlVarList,SamplePeriod)\n",
    "\n",
    "IRF_RR = {vv: TempFun(vv) for vv in DepVarDict.keys()}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "N_Row = 1\n",
    "N_Col = 3\n",
    "\n",
    "Fig = MyGR.Setup_Fig(FigSize=(1/3*N_Col,1/4*N_Row))\n",
    "for ii, vv in enumerate(DepVarDict.keys()):\n",
    "    ax = Fig.add_subplot(N_Row,N_Col,ii+1)\n",
    "    ax = MyGR.Plot_IRF(IRF_LP[vv],IRF_Info_CI,Symmetry=True)\n",
    "    # ax = MyGR.Plot_IRF(IRF_RR[vv],IRF_Info_RR,Symmetry=True)\n",
    "    plt.title(DepVarDict[vv],fontsize=8)\n",
    "\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "(95*1.02)/(95*1.02+5*0.9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Foreign Monetary Policy Shock"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "DepVarDict = {'NominalRate_US': 'Nominal Rate','CPI_US': 'CPI','Inflation_US': 'Inflation', \\\n",
    "              'GDP_US': 'Output','Consumption_US': 'Consumption','ExchangeRate_CA': 'Exchange Rate'}\n",
    "SharedControlVarList = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def TempFun(vv):\n",
    "    return Reg_LP(DS_Reg,vv,'MS_US',SharedControlVarList,SamplePeriod)\n",
    "\n",
    "IRF_LP = {vv: TempFun(vv) for vv in DepVarDict.keys()}\n",
    "\n",
    "def TempFun(vv):\n",
    "    return Reg_RR(DS_Reg,vv,'MS_US',SharedControlVarList,SamplePeriod)\n",
    "\n",
    "IRF_RR = {vv: TempFun(vv) for vv in DepVarDict.keys()}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "DS_Reg[['QDate','Consumption_US']].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "N_Row = 2\n",
    "N_Col = 3\n",
    "\n",
    "Fig = MyGR.Setup_Fig(FigSize=(1/3*N_Col,1/4*N_Row))\n",
    "for ii, vv in enumerate(DepVarDict.keys()):\n",
    "    ax = Fig.add_subplot(N_Row,N_Col,ii+1)\n",
    "    ax = MyGR.Plot_IRF(IRF_LP[vv],IRF_Info_LP,Symmetry=True)\n",
    "    ax = MyGR.Plot_IRF(IRF_RR[vv],IRF_Info_RR,Symmetry=True)\n",
    "    plt.title(DepVarDict[vv],fontsize=8)\n",
    "\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Foreign Monetary Shock"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Economic Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "DepVarDict = {'NominalRate': 'Nominal Rate','CPI': 'CPI','Inflation': 'Inflation', \\\n",
    "              'GDP': 'Output','Consumption': 'Consumption','Export': 'Export','NetExportIndex': 'Net Export', \\\n",
    "              'ExchangeRate': 'Exchange Rate','Depreciation': 'Depreciation'}\n",
    "SharedControlVarList = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def TempFun(vv):\n",
    "    return Reg_LP(DS_Reg,vv+'_CA','MS_US',SharedControlVarList,SamplePeriod)\n",
    "\n",
    "IRF_LP = {vv: TempFun(vv) for vv in DepVarDict.keys()}\n",
    "\n",
    "def TempFun(vv):\n",
    "    return Reg_RR(DS_Reg,vv+'_CA','MS_US',SharedControlVarList,SamplePeriod)\n",
    "\n",
    "IRF_RR = {vv: TempFun(vv) for vv in DepVarDict.keys()}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "N_Row = 3\n",
    "N_Col = 3\n",
    "\n",
    "Fig = MyGR.Setup_Fig(FigSize=(1/3*N_Col,1/4*N_Row))\n",
    "for ii, vv in enumerate(DepVarDict.keys()):\n",
    "    ax = Fig.add_subplot(N_Row,N_Col,ii+1)\n",
    "    ax = MyGR.Plot_IRF(IRF_LP[vv],IRF_Info_LP,Symmetry=True)\n",
    "    ax = MyGR.Plot_IRF(IRF_RR[vv],IRF_Info_RR,Symmetry=True)\n",
    "    plt.title(DepVarDict[vv],fontsize=8)\n",
    "\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "TempVar = 'CPI'\n",
    "Temp = RegResult[TempVar]\n",
    "Temp['Left'] = Temp['Coef']-Temp['Std']\n",
    "Temp['Right'] = Temp['Coef']+Temp['Std']\n",
    "Temp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Household Portfolio Choices\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "DS_Reg.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "DepVarDict = {'HhAsset_Domestic': 'HH Asset: Domestic','HhAsset_Foreign': 'HH Asset: Foreign','HhAsset_DomShare': 'HH Asset: Domestic Share'}\n",
    "SamplePeriod = [datetime.datetime(1990,1,1),datetime.datetime(2007,1,1)]\n",
    "SharedControlVarList = ['Diff_CommodityPrice_CA','ExchangeRate_CA','NominalRate_CA','NominalRate_US']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def TempFun(vv):\n",
    "    return Reg_LP(DS_Reg,vv+'_CA','MS_US',SharedControlVarList,SamplePeriod)\n",
    "\n",
    "IRF_LP = {vv: TempFun(vv) for vv in DepVarDict.keys()}\n",
    "\n",
    "def TempFun(vv):\n",
    "    return Reg_RR(DS_Reg,vv+'_CA','MS_US',SharedControlVarList,SamplePeriod)\n",
    "\n",
    "IRF_RR = {vv: TempFun(vv) for vv in DepVarDict.keys()}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "N_Row = 1\n",
    "N_Col = 3\n",
    "\n",
    "Fig = MyGR.Setup_Fig(FigSize=(1/3*N_Col,1/4*N_Row))\n",
    "for ii, vv in enumerate(DepVarDict.keys()):\n",
    "    ax = Fig.add_subplot(N_Row,N_Col,ii+1)\n",
    "    ax = MyGR.Plot_IRF(IRF_LP[vv],IRF_Info_CI,Symmetry=True)\n",
    "    # ax = MyGR.Plot_IRF(IRF_RR[vv],IRF_Info_RR,Symmetry=True)\n",
    "    plt.title(DepVarDict[vv],fontsize=8)\n",
    "\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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